Awesome List Updates on Jul 30, 2021

5 awesome lists updated today.

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1. Awesome Jax

Models and Projects / JAX

• Amortized Bayesian Optimization (⭐36k) - Code related to Amortized Bayesian Optimization over Discrete Spaces.

• Accurate Quantized Training (⭐36k) - Tools and libraries for running and analyzing neural network quantization experiments in JAX and Flax.

• BNN-HMC (⭐36k) - Implementation for the paper What Are Bayesian Neural Network Posteriors Really Like?.

• JAX-DFT (⭐36k) - One-dimensional density functional theory (DFT) in JAX, with implementation of Kohn-Sham equations as regularizer: building prior knowledge into machine-learned physics.

• Robust Loss (⭐36k) - Reference code for the paper A General and Adaptive Robust Loss Function.

Models and Projects / Flax

• Performer (⭐36k) - Flax implementation of the Performer (linear transformer via FAVOR+) architecture.

• JaxNeRF (⭐36k) - Implementation of NeRF: Representing Scenes as Neural Radiance Fields for View Synthesis with multi-device GPU/TPU support.

• Big Transfer (BiT) (⭐1.5k) - Implementation of Big Transfer (BiT): General Visual Representation Learning.

• JAX RL (⭐692) - Implementations of reinforcement learning algorithms.

• gMLP - Implementation of Pay Attention to MLPs.

• MLP Mixer - Minimal implementation of MLP-Mixer: An all-MLP Architecture for Vision.

• Distributed Shampoo (⭐36k) - Implementation of Second Order Optimization Made Practical.

• NesT (⭐197) - Official implementation of Aggregating Nested Transformers.

• XMC-GAN (⭐97) - Official implementation of Cross-Modal Contrastive Learning for Text-to-Image Generation.

• FNet (⭐36k) - Official implementation of FNet: Mixing Tokens with Fourier Transforms.

• GFSA (⭐36k) - Official implementation of Learning Graph Structure With A Finite-State Automaton Layer.

• IPA-GNN (⭐36k) - Official implementation of Learning to Execute Programs with Instruction Pointer Attention Graph Neural Networks.

• Flax Models (⭐36k) - Collection of models and methods implemented in Flax.

• Protein LM (⭐36k) - Implements BERT and autoregressive models for proteins, as described in Biological Structure and Function Emerge from Scaling Unsupervised Learning to 250 Million Protein Sequences and ProGen: Language Modeling for Protein Generation.

• Slot Attention (⭐36k) - Reference implementation for Differentiable Patch Selection for Image Recognition.

• Vision Transformer (⭐12k) - Official implementation of An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

• FID computation (⭐28) - Port of mseitzer/pytorch-fid (⭐3.7k) to Flax.

Models and Projects / Haiku

• AlphaFold (⭐14k) - Implementation of the inference pipeline of AlphaFold v2.0, presented in Highly accurate protein structure prediction with AlphaFold.

• Adversarial Robustness (⭐14k) - Reference code for Uncovering the Limits of Adversarial Training against Norm-Bounded Adversarial Examples and Fixing Data Augmentation to Improve Adversarial Robustness.

• Bootstrap Your Own Latent (⭐14k) - Implementation for the paper Bootstrap your own latent: A new approach to self-supervised Learning.

• Gated Linear Networks (⭐14k) - GLNs are a family of backpropagation-free neural networks.

• Glassy Dynamics (⭐14k) - Open source implementation of the paper Unveiling the predictive power of static structure in glassy systems.

• MMV (⭐14k) - Code for the models in Self-Supervised MultiModal Versatile Networks.

• Normalizer-Free Networks (⭐14k) - Official Haiku implementation of NFNets.

• NuX (⭐83) - Normalizing flows with JAX.

• OGB-LSC (⭐14k) - This repository contains DeepMind's entry to the PCQM4M-LSC (quantum chemistry) and MAG240M-LSC (academic graph) tracks of the OGB Large-Scale Challenge (OGB-LSC).

• Persistent Evolution Strategies (⭐36k) - Code used for the paper Unbiased Gradient Estimation in Unrolled Computation Graphs with Persistent Evolution Strategies.

• WikiGraphs (⭐14k) - Baseline code to reproduce results in WikiGraphs: A Wikipedia Text - Knowledge Graph Paired Datase.

Models and Projects / Trax

• Reformer (⭐8.2k) - Implementation of the Reformer (efficient transformer) architecture.

Videos / NumPyro

• JAX, Flax & Transformers 🤗 (⭐147k) - 3 days of talks around JAX / Flax, Transformers, large-scale language modeling and other great topics.

2. Awesome Video

Adaptive Streaming & Manifest Tools / HLS Tools

• soldiermoth/hlsq (⭐67) - A CLI for adding some color to your HLS manifests along with some basic filtering

3. Awesome Broadcasting

Video Production

• TallyArbiter - Cross-platform Tally interfacer & tally lights for any camera via phones or low-cost hardware.

4. Public Apis

Cryptocurrency

• API: apilayer coinlayer

  Description: Real-time Crypto Currency Exchange Rates

  Auth: apiKey

  HTTPS: Yes

  CORS: Unknown

Documents & Productivity

• API: Airtable

  Description: Integrate with Airtable

  Auth: apiKey

  HTTPS: Yes

  CORS: Unknown

• API: apilayer pdflayer

  Description: HTML/URL to PDF

  Auth: apiKey

  HTTPS: Yes

  CORS: Unknown

Government

• API: INEI

  Description: Peruvian Statistical Government Open Data

  Auth: No

  HTTPS: No

  CORS: Unknown

News

• API: apilayer mediastack

  Description: Free, Simple REST API for Live News & Blog Articles

  Auth: apiKey

  HTTPS: Yes

  CORS: Unknown

Photography

• API: apilayer screenshotlayer

  Description: URL 2 Image

  Auth: No

  HTTPS: Yes

  CORS: Unknown

Text Analysis

• API: apilayer languagelayer

  Description: Language Detection JSON API supporting 173 languages

  Auth: OAuth

  HTTPS: Yes

  CORS: Unknown

Transportation

• API: Tankerkoenig

  Description: German realtime gas/diesel prices

  Auth: apiKey

  HTTPS: Yes

  CORS: Yes

5. Magictools

Engines and Frameworks / Voxel Editors

• 🆓 Mini Micro - Mini Micro is a fantasy computer for making, playing and sharing 2D games and programs written in the modern MiniScript language.

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